2025-06-18 21:35:35,097 - ERROR - Error fetching S&P 500 stocks from datahub.io: 'Name'
Processing 100 crypto instruments...
2025-06-18 21:35:36,551 - ERROR - TAO-USD: Period 'max' is invalid, must be of the format 1d, 5d, etc. 2025-06-18 21:35:38,520 - ERROR - $CLBTC-USD: possibly delisted; no timezone found 2025-06-18 21:35:39,829 - ERROR - $SUPEROETH-USD: possibly delisted; no timezone found
✓ 14 updated, 5 failed Processing 29 futures instruments... ✓ 0 updated, 0 failed Processing 50 stock instruments... ✓ 0 updated, 0 failed ================================================================================ MASTER FINANCIAL DATA UPDATE COMPLETE ================================================================================ File location: C:\Users\Chris\BTC_price_history\Master file\master_financial_data.csv Total records: 851,773 Successful downloads: 14 Failed downloads: 5 Date range: 1962-01-02 to 2025-06-18 Summary by Asset Type: -------------------------------------------------- Crypto: 98 instruments, 2014-09-17 to 2025-06-18 Futures: 29 instruments, 1997-10-29 to 2025-06-18 Stock: 50 instruments, 1962-01-02 to 2025-06-18 Sample Latest Prices: ------------------------------ Crypto: BTC-USD: $104188.99 ETH-USD: $2488.15 SOL-USD: $145.40 Futures: ES=F: $5995.50 GC=F: $3405.40 CL=F: $74.77 Stock: AAPL: $196.60 MSFT: $479.53 TSLA: $322.91 ================================================================================ Master data loaded successfully with 851,773 records You can now use this data for your analysis! Data is available as 'df' variable for your existing functions.
Multi-Asset Regression Analysis Module Loaded ============================================================ Found master dataset with 851,773 rows and 177 symbols Starting automatic analysis with charts... 📊 Will display ALL available charts per section per asset class (up to 15) 💡 Sections: Best Trends | Undervalued Opportunities | Overvalued Warnings 📈 Chart type: Linear Regression on Log Scale (straight trend lines) ============================================================ 🔬 COMPREHENSIVE MULTI-ASSET REGRESSION ANALYSIS ================================================================================ Analyzing trend quality, growth rates, and valuation for all instruments... Analyzing instruments by asset type... crypto: 98 instruments futures: 29 instruments stock: 50 instruments Processing 98 crypto instruments... Progress: 25/98 crypto instruments processed Progress: 50/98 crypto instruments processed Processing 29 futures instruments... Progress: 25/29 futures instruments processed Processing 50 stock instruments... Progress: 25/50 stock instruments processed Progress: 50/50 stock instruments processed Analysis complete: 171/177 instruments analyzed successfully ======================================================================================================================== 🔥 TOP 15 CRYPTO INSTRUMENTS - BEST TREND ANALYSIS ======================================================================================================================== Rank Symbol R² Window Growth% Price Valuation Deviation% ------------------------------------------------------------------------------------------------------------------------ 1 FTN-USD 0.989828 750 d 136.3% $4.42 🟢 UNDER -11.2% 2 GT-USD 0.950125 30 d -98.3% $15.13 🟡 FAIR -6.1% 3 TRX-USD 0.946124 1000d 87.0% $0.270681 🟡 FAIR 0.8% 4 PAXG-USD 0.945204 750 d 34.6% $3.4K 🟡 FAIR 6.0% 5 APT-USD 0.944235 500 d -84.3% $0.000131 🔴 OVER 39.5% 6 XAUT-USD 0.943970 750 d 33.5% $3.4K 🟡 FAIR 6.0% 7 BTC-USD 0.936011 1000d 103.3% $104.2K 🟢 UNDER -12.1% 8 TBTC-USD 0.932093 1000d 103.4% $104.2K 🟢 UNDER -11.2% 9 WBT-USD 0.930791 750 d 196.1% $48.73 🔴 OVER 43.9% 10 WAL-USD 0.927294 1000d -95.6% $0.000088 🔴 OVER 223.3% 11 POL-USD 0.910925 500 d -64.0% $0.008241 🟡 FAIR 6.3% 12 LEO-USD 0.891499 750 d 74.6% $9.19 🟡 FAIR -9.9% 13 TIA-USD 0.890352 30 d -99.8% $1.68 🟡 FAIR -1.9% 14 BGB-USD 0.889222 1000d 246.4% $4.24 🟡 FAIR -8.1% 15 JASMY-USD 0.882926 30 d -99.3% $0.012317 🟡 FAIR -1.6% 📊 DISPLAYING ALL 15 CRYPTO TREND LEADER CHARTS: -------------------------------------------------------------------------------- Chart 1: FTN-USD (R² = 0.9898) 📊 PRICE PROJECTIONS (Linear Regression - 750 days): Current: $4.42 +30d (1m): $5.34 ($4.82 - $5.91) +60d (2m): $5.73 ($5.17 - $6.34) +90d (3m): $6.15 ($5.55 - $6.81) 90-day outlook: 📈 Bullish Trend (+39.1%) Confidence: 99.0% | Valuation: UNDERVALUED ------------------------------------------------------------
Chart 2: GT-USD (R² = 0.9501) 📊 PRICE PROJECTIONS (Linear Regression - 30 days): Current: $15.13 +30d (1m): $11.53 ($10.83 - $12.28) +60d (2m): $8.26 ($7.59 - $8.99) Confidence: 95.0% | Valuation: FAIR VALUE ------------------------------------------------------------
Chart 3: TRX-USD (R² = 0.9461) 📊 PRICE PROJECTIONS (Linear Regression - 1000 days): Current: $0.270681 +30d (1m): $0.282663 ($0.224043 - $0.356621) +60d (2m): $0.297592 ($0.235865 - $0.375473) +90d (3m): $0.313310 ($0.248311 - $0.395323) 90-day outlook: 📈 Bullish Trend (+15.7%) Confidence: 94.6% | Valuation: FAIR VALUE ------------------------------------------------------------
Chart 4: PAXG-USD (R² = 0.9452) 📊 PRICE PROJECTIONS (Linear Regression - 750 days): Current: $3.4K +30d (1m): $3.3K ($3.0K - $3.6K) +60d (2m): $3.4K ($3.1K - $3.7K) +90d (3m): $3.5K ($3.2K - $3.8K) 90-day outlook: ➡️ Sideways Trend (+1.5%) Confidence: 94.5% | Valuation: FAIR VALUE ------------------------------------------------------------
Chart 5: APT-USD (R² = 0.9442) 📊 PRICE PROJECTIONS (Linear Regression - 500 days): Current: $0.000131 +30d (1m): $0.000081 ($0.000057 - $0.000115) +60d (2m): $0.000069 ($0.000049 - $0.000099) +90d (3m): $0.000060 ($0.000042 - $0.000085) 90-day outlook: 📉 Bearish Trend (-54.6%) Confidence: 94.4% | Valuation: OVERVALUED ------------------------------------------------------------
Chart 6: XAUT-USD (R² = 0.9440) 📊 PRICE PROJECTIONS (Linear Regression - 750 days): Current: $3.4K +30d (1m): $3.3K ($3.0K - $3.6K) +60d (2m): $3.4K ($3.1K - $3.6K) +90d (3m): $3.4K ($3.2K - $3.7K) 90-day outlook: ➡️ Sideways Trend (+1.3%) Confidence: 94.4% | Valuation: FAIR VALUE ------------------------------------------------------------
Chart 7: BTC-USD (R² = 0.9360) 📊 PRICE PROJECTIONS (Linear Regression - 1000 days): Current: $104.2K +30d (1m): $125.6K ($94.1K - $167.7K) +60d (2m): $133.2K ($99.8K - $177.7K) +90d (3m): $141.2K ($105.8K - $188.4K) 90-day outlook: 📈 Bullish Trend (+35.5%) Confidence: 93.6% | Valuation: UNDERVALUED ------------------------------------------------------------
Chart 8: TBTC-USD (R² = 0.9321) 📊 PRICE PROJECTIONS (Linear Regression - 1000 days): Current: $104.2K +30d (1m): $124.5K ($92.4K - $167.7K) +60d (2m): $131.9K ($97.9K - $177.8K) +90d (3m): $139.9K ($103.8K - $188.5K) 90-day outlook: 📈 Bullish Trend (+34.2%) Confidence: 93.2% | Valuation: UNDERVALUED ------------------------------------------------------------
Chart 9: WBT-USD (R² = 0.9308) 📊 PRICE PROJECTIONS (Linear Regression - 750 days): Current: $48.73 +30d (1m): $37.02 ($26.20 - $52.31) +60d (2m): $40.48 ($28.64 - $57.20) +90d (3m): $44.25 ($31.31 - $62.54) 90-day outlook: 📉 Bearish Trend (-9.2%) Confidence: 93.1% | Valuation: OVERVALUED ------------------------------------------------------------
Chart 10: WAL-USD (R² = 0.9273) 📊 PRICE PROJECTIONS (Linear Regression - 1000 days): Current: $0.000088 +30d (1m): $0.000021 ($0.000005 - $0.000082) +60d (2m): $0.000016 ($0.000004 - $0.000063) +90d (3m): $0.000013 ($0.000003 - $0.000049) 90-day outlook: 📉 Bearish Trend (-85.7%) Confidence: 92.7% | Valuation: OVERVALUED ------------------------------------------------------------
Chart 11: POL-USD (R² = 0.9109) 📊 PRICE PROJECTIONS (Linear Regression - 500 days): Current: $0.008241 +30d (1m): $0.007129 ($0.005557 - $0.009145) +60d (2m): $0.006555 ($0.005109 - $0.008411) +90d (3m): $0.006028 ($0.004697 - $0.007736) 90-day outlook: 📉 Bearish Trend (-26.9%) Confidence: 91.1% | Valuation: FAIR VALUE ------------------------------------------------------------
Chart 12: LEO-USD (R² = 0.8915) 📊 PRICE PROJECTIONS (Linear Regression - 750 days): Current: $9.19 +30d (1m): $10.67 ($8.50 - $13.39) +60d (2m): $11.17 ($8.90 - $14.02) +90d (3m): $11.69 ($9.32 - $14.67) 90-day outlook: 📈 Bullish Trend (+27.3%) Confidence: 89.1% | Valuation: FAIR VALUE ------------------------------------------------------------
Chart 13: TIA-USD (R² = 0.8904) 📊 PRICE PROJECTIONS (Linear Regression - 30 days): Current: $1.68 +30d (1m): $1.03 ($0.895460 - $1.19) +60d (2m): $0.625988 ($0.515141 - $0.760687) Confidence: 89.0% | Valuation: FAIR VALUE ------------------------------------------------------------
Chart 14: BGB-USD (R² = 0.8892) 📊 PRICE PROJECTIONS (Linear Regression - 1000 days): Current: $4.24 +30d (1m): $5.11 ($2.58 - $10.10) +60d (2m): $5.66 ($2.86 - $11.19) +90d (3m): $6.26 ($3.17 - $12.39) 90-day outlook: 📈 Bullish Trend (+47.8%) Confidence: 88.9% | Valuation: FAIR VALUE ------------------------------------------------------------
Chart 15: JASMY-USD (R² = 0.8829) 📊 PRICE PROJECTIONS (Linear Regression - 30 days): Current: $0.012317 +30d (1m): $0.008368 ($0.007422 - $0.009435) +60d (2m): $0.005593 ($0.004756 - $0.006579) Confidence: 88.3% | Valuation: FAIR VALUE ------------------------------------------------------------
======================================================================================================================== 🟢 TOP 13 CRYPTO INSTRUMENTS - UNDERVALUED OPPORTUNITIES ======================================================================================================================== Rank Symbol Under% R² Growth% Price Upside% Window ------------------------------------------------------------------------------------------------------------------------ 1 PENDLE-USD 69.0% 0.781882 456.4% $3.69 222.5% 1000d 2 IMX-USD 63.8% 0.801302 -100.0% $0.004143 176.3% 120 d 3 SOL-USD 51.2% 0.781825 203.3% $145.40 104.9% 1000d 4 HYPE-USD 41.2% 0.831823 -97.1% $0.000005 70.2% 1000d 5 XRP-USD 41.1% 0.724678 729.7% $2.15 69.9% 365 d 6 VIRTUAL-USD 38.1% 0.722181 85919.4% $1.66 61.6% 90 d 7 FARTCOIN-USD 37.0% 0.815053 31836.5% $1.13 58.7% 120 d 8 TKX-USD 32.9% 0.740227 481.9% $27.78 48.9% 365 d 9 BNB-USD 24.3% 0.767074 90.4% $641.17 32.0% 750 d 10 QNT-USD 17.5% 0.779684 1889.3% $100.34 21.3% 60 d 11 BTC-USD 12.1% 0.936011 103.3% $104.2K 13.7% 1000d 12 TBTC-USD 11.2% 0.932093 103.4% $104.2K 12.7% 1000d 13 FTN-USD 11.2% 0.989828 136.3% $4.42 12.6% 750 d 📊 DISPLAYING ALL 13 UNDERVALUED CRYPTO OPPORTUNITY CHARTS: -------------------------------------------------------------------------------- Chart 1: PENDLE-USD (Undervalued by 69.0%) 📊 PRICE PROJECTIONS (Linear Regression - 1000 days): Current: $3.69 +30d (1m): $13.68 ($3.34 - $56.05) +60d (2m): $15.76 ($3.85 - $64.56) +90d (3m): $18.15 ($4.43 - $74.36) 90-day outlook: 📈 Bullish Trend (+392.3%) Confidence: 78.2% | Valuation: UNDERVALUED ------------------------------------------------------------
Chart 2: IMX-USD (Undervalued by 63.8%) Error plotting IMX-USD: index 209 is out of bounds for axis 0 with size 180 Chart 3: SOL-USD (Undervalued by 51.2%) 📊 PRICE PROJECTIONS (Linear Regression - 1000 days): Current: $145.40 +30d (1m): $326.34 ($131.13 - $812.11) +60d (2m): $357.50 ($143.63 - $889.82) +90d (3m): $391.63 ($157.31 - $974.97) 90-day outlook: 📈 Bullish Trend (+169.3%) Confidence: 78.2% | Valuation: UNDERVALUED ------------------------------------------------------------
Chart 4: HYPE-USD (Undervalued by 41.2%) 📊 PRICE PROJECTIONS (Linear Regression - 1000 days): Current: $0.000005 +30d (1m): $0.000007 ($0.000001 - $0.000082) +60d (2m): $0.000005 ($0.000000 - $0.000061) +90d (3m): $0.000004 ($0.000000 - $0.000046) 90-day outlook: 📉 Bearish Trend (-29.1%) Confidence: 83.2% | Valuation: UNDERVALUED ------------------------------------------------------------
Chart 5: XRP-USD (Undervalued by 41.1%) 📊 PRICE PROJECTIONS (Linear Regression - 365 days): Current: $2.15 +30d (1m): $4.34 ($2.06 - $9.14) +60d (2m): $5.16 ($2.45 - $10.90) +90d (3m): $6.14 ($2.91 - $12.98) 90-day outlook: 📈 Bullish Trend (+186.3%) Confidence: 72.5% | Valuation: UNDERVALUED ------------------------------------------------------------
Chart 6: VIRTUAL-USD (Undervalued by 38.1%) Error plotting VIRTUAL-USD: index 179 is out of bounds for axis 0 with size 150 Chart 7: FARTCOIN-USD (Undervalued by 37.0%) Error plotting FARTCOIN-USD: index 209 is out of bounds for axis 0 with size 180 Chart 8: TKX-USD (Undervalued by 32.9%) 📊 PRICE PROJECTIONS (Linear Regression - 365 days): Current: $27.78 +30d (1m): $47.82 ($26.34 - $86.81) +60d (2m): $55.27 ($30.41 - $100.43) +90d (3m): $63.87 ($35.11 - $116.21) 90-day outlook: 📈 Bullish Trend (+129.9%) Confidence: 74.0% | Valuation: UNDERVALUED ------------------------------------------------------------
Chart 9: BNB-USD (Undervalued by 24.3%) 📊 PRICE PROJECTIONS (Linear Regression - 750 days): Current: $641.17 +30d (1m): $892.56 ($589.74 - $1.4K) +60d (2m): $941.06 ($621.70 - $1.4K) +90d (3m): $992.21 ($655.38 - $1.5K) 90-day outlook: 📈 Bullish Trend (+54.8%) Confidence: 76.7% | Valuation: UNDERVALUED ------------------------------------------------------------
Chart 10: QNT-USD (Undervalued by 17.5%) Error plotting QNT-USD: index 149 is out of bounds for axis 0 with size 120 Chart 11: BTC-USD (Undervalued by 12.1%) 📊 PRICE PROJECTIONS (Linear Regression - 1000 days): Current: $104.2K +30d (1m): $125.6K ($94.1K - $167.7K) +60d (2m): $133.2K ($99.8K - $177.7K) +90d (3m): $141.2K ($105.8K - $188.4K) 90-day outlook: 📈 Bullish Trend (+35.5%) Confidence: 93.6% | Valuation: UNDERVALUED ------------------------------------------------------------
Chart 12: TBTC-USD (Undervalued by 11.2%) 📊 PRICE PROJECTIONS (Linear Regression - 1000 days): Current: $104.2K +30d (1m): $124.5K ($92.4K - $167.7K) +60d (2m): $131.9K ($97.9K - $177.8K) +90d (3m): $139.9K ($103.8K - $188.5K) 90-day outlook: 📈 Bullish Trend (+34.2%) Confidence: 93.2% | Valuation: UNDERVALUED ------------------------------------------------------------
Chart 13: FTN-USD (Undervalued by 11.2%) 📊 PRICE PROJECTIONS (Linear Regression - 750 days): Current: $4.42 +30d (1m): $5.34 ($4.82 - $5.91) +60d (2m): $5.73 ($5.17 - $6.34) +90d (3m): $6.15 ($5.55 - $6.81) 90-day outlook: 📈 Bullish Trend (+39.1%) Confidence: 99.0% | Valuation: UNDERVALUED ------------------------------------------------------------
======================================================================================================================== 🔴 TOP 13 CRYPTO INSTRUMENTS - OVERVALUED WARNINGS ======================================================================================================================== Rank Symbol Over% R² Growth% Price Risk% Window ------------------------------------------------------------------------------------------------------------------------ 1 WAL-USD 223.3% 0.927294 -95.6% $0.000088 69.1% 1000d 2 TRUMP-USD 79.0% 0.818734 -94.9% $0.000587 44.1% 365 d 3 WBT-USD 43.9% 0.930791 196.1% $48.73 30.5% 750 d 4 APT-USD 39.5% 0.944235 -84.3% $0.000131 28.3% 500 d 5 GRT-USD 32.4% 0.767153 -89.7% $0.454301 24.5% 180 d 6 PEPE-USD 25.7% 0.778587 -98.3% $0.000006 20.4% 90 d 7 STX-USD 21.9% 0.842781 -76.8% $0.002834 17.9% 365 d 8 ICP-USD 18.7% 0.740342 -81.9% $5.06 15.8% 180 d 9 THETA-USD 17.5% 0.785463 -93.1% $0.676605 14.9% 180 d 10 XMR-USD 16.5% 0.799709 87.6% $320.66 14.2% 500 d 11 XTZ-USD 14.7% 0.809805 -87.1% $0.533964 12.8% 180 d 12 ENA-USD 13.7% 0.715506 -92.2% $0.275694 12.0% 180 d 13 WLD-USD 11.7% 0.714553 -77.0% $0.909377 10.5% 500 d 📊 DISPLAYING ALL 13 OVERVALUED CRYPTO WARNING CHARTS: -------------------------------------------------------------------------------- Chart 1: WAL-USD (Overvalued by 223.3%) 📊 PRICE PROJECTIONS (Linear Regression - 1000 days): Current: $0.000088 +30d (1m): $0.000021 ($0.000005 - $0.000082) +60d (2m): $0.000016 ($0.000004 - $0.000063) +90d (3m): $0.000013 ($0.000003 - $0.000049) 90-day outlook: 📉 Bearish Trend (-85.7%) Confidence: 92.7% | Valuation: OVERVALUED ------------------------------------------------------------
Chart 2: TRUMP-USD (Overvalued by 79.0%) 📊 PRICE PROJECTIONS (Linear Regression - 365 days): Current: $0.000587 +30d (1m): $0.000256 ($0.000115 - $0.000572) +60d (2m): $0.000201 ($0.000090 - $0.000448) +90d (3m): $0.000157 ($0.000070 - $0.000351) 90-day outlook: 📉 Bearish Trend (-73.2%) Confidence: 81.9% | Valuation: OVERVALUED ------------------------------------------------------------
Chart 3: WBT-USD (Overvalued by 43.9%) 📊 PRICE PROJECTIONS (Linear Regression - 750 days): Current: $48.73 +30d (1m): $37.02 ($26.20 - $52.31) +60d (2m): $40.48 ($28.64 - $57.20) +90d (3m): $44.25 ($31.31 - $62.54) 90-day outlook: 📉 Bearish Trend (-9.2%) Confidence: 93.1% | Valuation: OVERVALUED ------------------------------------------------------------
Chart 4: APT-USD (Overvalued by 39.5%) 📊 PRICE PROJECTIONS (Linear Regression - 500 days): Current: $0.000131 +30d (1m): $0.000081 ($0.000057 - $0.000115) +60d (2m): $0.000069 ($0.000049 - $0.000099) +90d (3m): $0.000060 ($0.000042 - $0.000085) 90-day outlook: 📉 Bearish Trend (-54.6%) Confidence: 94.4% | Valuation: OVERVALUED ------------------------------------------------------------
Chart 5: GRT-USD (Overvalued by 32.4%) 📊 PRICE PROJECTIONS (Linear Regression - 180 days): Current: $0.454301 +30d (1m): $0.284660 ($0.199057 - $0.407076) +60d (2m): $0.236174 ($0.164680 - $0.338706) +90d (3m): $0.195947 ($0.136158 - $0.281989) 90-day outlook: 📉 Bearish Trend (-56.9%) Confidence: 76.7% | Valuation: OVERVALUED ------------------------------------------------------------
Chart 6: PEPE-USD (Overvalued by 25.7%) Error plotting PEPE-USD: index 179 is out of bounds for axis 0 with size 150 Chart 7: STX-USD (Overvalued by 21.9%) 📊 PRICE PROJECTIONS (Linear Regression - 365 days): Current: $0.002834 +30d (1m): $0.002063 ($0.001439 - $0.002958) +60d (2m): $0.001830 ($0.001276 - $0.002625) +90d (3m): $0.001623 ($0.001131 - $0.002330) 90-day outlook: 📉 Bearish Trend (-42.7%) Confidence: 84.3% | Valuation: OVERVALUED ------------------------------------------------------------
Chart 8: ICP-USD (Overvalued by 18.7%) 📊 PRICE PROJECTIONS (Linear Regression - 180 days): Current: $5.06 +30d (1m): $3.70 ($2.78 - $4.94) +60d (2m): $3.22 ($2.41 - $4.31) +90d (3m): $2.80 ($2.09 - $3.75) 90-day outlook: 📉 Bearish Trend (-44.7%) Confidence: 74.0% | Valuation: OVERVALUED ------------------------------------------------------------
Chart 9: THETA-USD (Overvalued by 17.5%) 📊 PRICE PROJECTIONS (Linear Regression - 180 days): Current: $0.676605 +30d (1m): $0.461974 ($0.309554 - $0.689444) +60d (2m): $0.370623 ($0.247549 - $0.554886) +90d (3m): $0.297336 ($0.197830 - $0.446893) 90-day outlook: 📉 Bearish Trend (-56.1%) Confidence: 78.5% | Valuation: OVERVALUED ------------------------------------------------------------
Chart 10: XMR-USD (Overvalued by 16.5%) 📊 PRICE PROJECTIONS (Linear Regression - 500 days): Current: $320.66 +30d (1m): $289.78 ($226.64 - $370.51) +60d (2m): $305.15 ($238.61 - $390.25) +90d (3m): $321.35 ($251.22 - $411.05) 90-day outlook: ➡️ Sideways Trend (+0.2%) Confidence: 80.0% | Valuation: OVERVALUED ------------------------------------------------------------
Chart 11: XTZ-USD (Overvalued by 14.7%) 📊 PRICE PROJECTIONS (Linear Regression - 180 days): Current: $0.533964 +30d (1m): $0.393547 ($0.296461 - $0.522425) +60d (2m): $0.332650 ($0.250021 - $0.442587) +90d (3m): $0.281177 ($0.210754 - $0.375131) 90-day outlook: 📉 Bearish Trend (-47.3%) Confidence: 81.0% | Valuation: OVERVALUED ------------------------------------------------------------
Chart 12: ENA-USD (Overvalued by 13.7%) 📊 PRICE PROJECTIONS (Linear Regression - 180 days): Current: $0.275694 +30d (1m): $0.196660 ($0.124136 - $0.311556) +60d (2m): $0.159434 ($0.100269 - $0.253511) +90d (3m): $0.129255 ($0.080927 - $0.206442) 90-day outlook: 📉 Bearish Trend (-53.1%) Confidence: 71.6% | Valuation: OVERVALUED ------------------------------------------------------------
Chart 13: WLD-USD (Overvalued by 11.7%) 📊 PRICE PROJECTIONS (Linear Regression - 500 days): Current: $0.909377 +30d (1m): $0.721371 ($0.349640 - $1.49) +60d (2m): $0.639383 ($0.309713 - $1.32) +90d (3m): $0.566713 ($0.274328 - $1.17) 90-day outlook: 📉 Bearish Trend (-37.7%) Confidence: 71.5% | Valuation: OVERVALUED ------------------------------------------------------------
CRYPTO STATISTICS: ------------------------------------------------------------ Total crypto instruments analyzed: 92 Average R-squared: 0.7406 Best R-squared: 0.989828 Average annual growth: 829740.1% Valuation breakdown: 🟡 FAIR_VALUE: 35 (38.0%) - Hold/Monitor 🔴 OVERVALUED: 13 (14.1%) - Sell Warnings 🟢 UNDERVALUED: 13 (14.1%) - Buy Opportunities Optimal window distribution: 30 days: 29 instruments (31.5%) 60 days: 5 instruments (5.4%) 90 days: 8 instruments (8.7%) 120 days: 4 instruments (4.3%) 180 days: 16 instruments (17.4%) 📊 CRYPTO TRADING SUMMARY: 🟢 High-quality undervalued opportunities: 13 🔴 High-quality overvalued warnings: 13 📈 Top trend performers displayed: 15 💡 Consider buying undervalued cryptos with strong trends ⚠️ Consider reducing overvalued crypto positions ======================================================================================================================== 🔥 TOP 15 FUTURES INSTRUMENTS - BEST TREND ANALYSIS ======================================================================================================================== Rank Symbol R² Window Growth% Price Valuation Deviation% ------------------------------------------------------------------------------------------------------------------------ 1 GC=F 0.954094 500 d 35.0% $3.4K 🟡 FAIR 5.8% 2 KC=F 0.931892 500 d 70.1% $319.45 🟢 UNDER -20.2% 3 ES=F 0.910674 750 d 19.4% $6.0K 🟡 FAIR -3.9% 4 DX=F 0.910604 120 d -22.6% $98.25 🟡 FAIR 1.0% 5 NQ=F 0.902354 750 d 27.4% $21.7K 🟡 FAIR -5.9% 6 PL=F 0.894489 30 d 1151.2% $1.3K 🟡 FAIR 4.2% 7 CC=F 0.884219 750 d 86.5% $8.8K 🟢 UNDER -29.6% 8 LE=F 0.881071 180 d 29.7% $211.07 🟡 FAIR -3.7% 9 YM=F 0.879819 750 d 13.2% $42.3K 🟡 FAIR -4.9% 10 HE=F 0.869879 60 d 165.3% $111.82 🟡 FAIR 5.7% 11 ZS=F 0.869029 750 d -16.1% $1.1K 🔴 OVER 11.2% 12 SI=F 0.862169 30 d 280.5% $36.90 🟡 FAIR 0.1% 13 SB=F 0.846934 60 d -48.2% $16.35 🟡 FAIR 0.2% 14 PA=F 0.790151 750 d -25.2% $1.1K 🔴 OVER 33.9% 15 OJ=F 0.776167 180 d -72.4% $237.60 🟡 FAIR 1.3% 📊 DISPLAYING ALL 15 FUTURES TREND LEADER CHARTS: -------------------------------------------------------------------------------- Chart 1: GC=F (R² = 0.9541) 📊 PRICE PROJECTIONS (Linear Regression - 500 days): Current: $3.4K +30d (1m): $3.3K ($3.1K - $3.6K) +60d (2m): $3.5K ($3.2K - $3.7K) +90d (3m): $3.6K ($3.3K - $3.9K) 90-day outlook: 📈 Bullish Trend (+5.2%) Confidence: 95.4% | Valuation: FAIR VALUE ------------------------------------------------------------
Chart 2: KC=F (R² = 0.9319) 📊 PRICE PROJECTIONS (Linear Regression - 500 days): Current: $319.45 +30d (1m): $426.63 ($362.68 - $501.85) +60d (2m): $454.48 ($386.31 - $534.69) +90d (3m): $484.15 ($411.47 - $569.68) 90-day outlook: 📈 Bullish Trend (+51.6%) Confidence: 93.2% | Valuation: UNDERVALUED ------------------------------------------------------------
Chart 3: ES=F (R² = 0.9107) 📊 PRICE PROJECTIONS (Linear Regression - 750 days): Current: $6.0K +30d (1m): $6.4K ($5.8K - $7.0K) +60d (2m): $6.5K ($5.9K - $7.2K) +90d (3m): $6.6K ($6.1K - $7.3K) 90-day outlook: 📈 Bullish Trend (+10.9%) Confidence: 91.1% | Valuation: FAIR VALUE ------------------------------------------------------------
Chart 4: DX=F (R² = 0.9106) Error plotting DX=F: index 209 is out of bounds for axis 0 with size 180 Chart 5: NQ=F (R² = 0.9024) 📊 PRICE PROJECTIONS (Linear Regression - 750 days): Current: $21.7K +30d (1m): $23.8K ($20.8K - $27.2K) +60d (2m): $24.5K ($21.4K - $28.0K) +90d (3m): $25.2K ($22.0K - $28.8K) 90-day outlook: 📈 Bullish Trend (+15.9%) Confidence: 90.2% | Valuation: FAIR VALUE ------------------------------------------------------------
Chart 6: PL=F (R² = 0.8945) 📊 PRICE PROJECTIONS (Linear Regression - 30 days): Current: $1.3K +30d (1m): $1.7K ($1.6K - $1.9K) +60d (2m): $2.3K ($2.1K - $2.6K) Confidence: 89.4% | Valuation: FAIR VALUE ------------------------------------------------------------
Chart 7: CC=F (R² = 0.8842) 📊 PRICE PROJECTIONS (Linear Regression - 750 days): Current: $8.8K +30d (1m): $13.4K ($9.1K - $19.6K) +60d (2m): $14.4K ($9.8K - $21.1K) +90d (3m): $15.5K ($10.6K - $22.8K) 90-day outlook: 📈 Bullish Trend (+77.5%) Confidence: 88.4% | Valuation: UNDERVALUED ------------------------------------------------------------
Chart 8: LE=F (R² = 0.8811) 📊 PRICE PROJECTIONS (Linear Regression - 180 days): Current: $211.07 +30d (1m): $226.13 ($217.37 - $235.24) +60d (2m): $233.23 ($224.12 - $242.70) +90d (3m): $240.55 ($231.07 - $250.42) 90-day outlook: 📈 Bullish Trend (+14.0%) Confidence: 88.1% | Valuation: FAIR VALUE ------------------------------------------------------------
Chart 9: YM=F (R² = 0.8798) 📊 PRICE PROJECTIONS (Linear Regression - 750 days): Current: $42.3K +30d (1m): $45.2K ($41.8K - $48.8K) +60d (2m): $45.8K ($42.4K - $49.5K) +90d (3m): $46.5K ($43.0K - $50.3K) 90-day outlook: 📈 Bullish Trend (+9.9%) Confidence: 88.0% | Valuation: FAIR VALUE ------------------------------------------------------------
Chart 10: HE=F (R² = 0.8699) Error plotting HE=F: index 149 is out of bounds for axis 0 with size 120 Chart 11: ZS=F (R² = 0.8690) 📊 PRICE PROJECTIONS (Linear Regression - 750 days): Current: $1.1K +30d (1m): $940.97 ($838.60 - $1.1K) +60d (2m): $921.53 ($821.24 - $1.0K) +90d (3m): $902.49 ($804.24 - $1.0K) 90-day outlook: 📉 Bearish Trend (-15.5%) Confidence: 86.9% | Valuation: OVERVALUED ------------------------------------------------------------
Chart 12: SI=F (R² = 0.8622) 📊 PRICE PROJECTIONS (Linear Regression - 30 days): Current: $36.90 +30d (1m): $43.20 ($41.01 - $45.51) +60d (2m): $50.65 ($47.21 - $54.34) Confidence: 86.2% | Valuation: FAIR VALUE ------------------------------------------------------------
Chart 13: SB=F (R² = 0.8469) Error plotting SB=F: index 149 is out of bounds for axis 0 with size 120 Chart 14: PA=F (R² = 0.7902) 📊 PRICE PROJECTIONS (Linear Regression - 750 days): Current: $1.1K +30d (1m): $764.62 ($593.38 - $985.28) +60d (2m): $738.60 ($573.13 - $951.84) +90d (3m): $713.46 ($553.57 - $919.54) 90-day outlook: 📉 Bearish Trend (-32.7%) Confidence: 79.0% | Valuation: OVERVALUED ------------------------------------------------------------
Chart 15: OJ=F (R² = 0.7762) 📊 PRICE PROJECTIONS (Linear Regression - 180 days): Current: $237.60 +30d (1m): $201.31 ($151.25 - $267.93) +60d (2m): $172.73 ($129.49 - $230.42) +90d (3m): $148.21 ($110.80 - $198.26) 90-day outlook: 📉 Bearish Trend (-37.6%) Confidence: 77.6% | Valuation: FAIR VALUE ------------------------------------------------------------
======================================================================================================================== 🟢 TOP 2 FUTURES INSTRUMENTS - UNDERVALUED OPPORTUNITIES ======================================================================================================================== Rank Symbol Under% R² Growth% Price Upside% Window ------------------------------------------------------------------------------------------------------------------------ 1 CC=F 29.6% 0.884219 86.5% $8.8K 42.1% 750 d 2 KC=F 20.2% 0.931892 70.1% $319.45 25.4% 500 d 📊 DISPLAYING ALL 2 UNDERVALUED FUTURES OPPORTUNITY CHARTS: -------------------------------------------------------------------------------- Chart 1: CC=F (Undervalued by 29.6%) 📊 PRICE PROJECTIONS (Linear Regression - 750 days): Current: $8.8K +30d (1m): $13.4K ($9.1K - $19.6K) +60d (2m): $14.4K ($9.8K - $21.1K) +90d (3m): $15.5K ($10.6K - $22.8K) 90-day outlook: 📈 Bullish Trend (+77.5%) Confidence: 88.4% | Valuation: UNDERVALUED ------------------------------------------------------------
Chart 2: KC=F (Undervalued by 20.2%) 📊 PRICE PROJECTIONS (Linear Regression - 500 days): Current: $319.45 +30d (1m): $426.63 ($362.68 - $501.85) +60d (2m): $454.48 ($386.31 - $534.69) +90d (3m): $484.15 ($411.47 - $569.68) 90-day outlook: 📈 Bullish Trend (+51.6%) Confidence: 93.2% | Valuation: UNDERVALUED ------------------------------------------------------------
======================================================================================================================== 🔴 TOP 3 FUTURES INSTRUMENTS - OVERVALUED WARNINGS ======================================================================================================================== Rank Symbol Over% R² Growth% Price Risk% Window ------------------------------------------------------------------------------------------------------------------------ 1 PA=F 33.9% 0.790151 -25.2% $1.1K 25.3% 750 d 2 ZW=F 18.5% 0.742001 -14.4% $590.00 15.6% 750 d 3 ZS=F 11.2% 0.869029 -16.1% $1.1K 10.1% 750 d 📊 DISPLAYING ALL 3 OVERVALUED FUTURES WARNING CHARTS: -------------------------------------------------------------------------------- Chart 1: PA=F (Overvalued by 33.9%) 📊 PRICE PROJECTIONS (Linear Regression - 750 days): Current: $1.1K +30d (1m): $764.62 ($593.38 - $985.28) +60d (2m): $738.60 ($573.13 - $951.84) +90d (3m): $713.46 ($553.57 - $919.54) 90-day outlook: 📉 Bearish Trend (-32.7%) Confidence: 79.0% | Valuation: OVERVALUED ------------------------------------------------------------
Chart 2: ZW=F (Overvalued by 18.5%) 📊 PRICE PROJECTIONS (Linear Regression - 750 days): Current: $590.00 +30d (1m): $488.62 ($418.49 - $570.49) +60d (2m): $479.67 ($410.81 - $560.07) +90d (3m): $470.88 ($403.26 - $549.85) 90-day outlook: 📉 Bearish Trend (-20.2%) Confidence: 74.2% | Valuation: OVERVALUED ------------------------------------------------------------
Chart 3: ZS=F (Overvalued by 11.2%) 📊 PRICE PROJECTIONS (Linear Regression - 750 days): Current: $1.1K +30d (1m): $940.97 ($838.60 - $1.1K) +60d (2m): $921.53 ($821.24 - $1.0K) +90d (3m): $902.49 ($804.24 - $1.0K) 90-day outlook: 📉 Bearish Trend (-15.5%) Confidence: 86.9% | Valuation: OVERVALUED ------------------------------------------------------------
FUTURES STATISTICS: ------------------------------------------------------------ Total futures instruments analyzed: 29 Average R-squared: 0.7553 Best R-squared: 0.954094 Average annual growth: 73.6% Valuation breakdown: 🟡 FAIR_VALUE: 11 (37.9%) - Hold/Monitor 🔴 OVERVALUED: 3 (10.3%) - Sell Warnings 🟢 UNDERVALUED: 2 (6.9%) - Buy Opportunities Optimal window distribution: 30 days: 4 instruments (13.8%) 60 days: 2 instruments (6.9%) 120 days: 3 instruments (10.3%) 180 days: 2 instruments (6.9%) 250 days: 1 instruments (3.4%) 📊 FUTURES TRADING SUMMARY: 🟢 High-quality undervalued opportunities: 2 🔴 High-quality overvalued warnings: 3 📈 Top trend performers displayed: 15 💡 Consider buying undervalued futuress with strong trends ⚠️ Consider reducing overvalued futures positions ======================================================================================================================== 🔥 TOP 15 STOCK INSTRUMENTS - BEST TREND ANALYSIS ======================================================================================================================== Rank Symbol R² Window Growth% Price Valuation Deviation% ------------------------------------------------------------------------------------------------------------------------ 1 T 0.959297 504 d 51.9% $27.72 🟡 FAIR -0.6% 2 NFLX 0.943453 504 d 75.2% $1.2K 🟡 FAIR 8.0% 3 PM 0.941019 378 d 68.8% $184.10 🟡 FAIR 7.2% 4 BRK-B 0.936771 504 d 25.6% $485.33 🟡 FAIR -7.7% 5 JPM 0.934402 504 d 44.2% $274.74 🟡 FAIR -1.1% 6 IBM 0.932691 504 d 46.9% $285.49 🟡 FAIR 6.2% 7 MRK 0.928757 252 d -39.2% $79.43 🟡 FAIR 4.7% 8 WMT 0.926611 504 d 50.2% $95.12 🟡 FAIR -7.1% 9 COST 0.925064 504 d 47.3% $981.34 🟢 UNDER -12.7% 10 MSFT 0.920594 21 d 117.0% $479.53 🟡 FAIR -0.2% 11 AVGO 0.905013 504 d 76.9% $251.07 🟡 FAIR 2.0% 12 RTX 0.898007 42 d 213.6% $147.32 🟡 FAIR 1.1% 13 MA 0.897852 504 d 23.2% $550.02 🟡 FAIR -3.9% 14 V 0.893968 252 d 45.0% $347.31 🟡 FAIR -6.4% 15 NVDA 0.889084 42 d 927.5% $144.91 🟡 FAIR -5.6% 📊 DISPLAYING ALL 15 STOCK TREND LEADER CHARTS: -------------------------------------------------------------------------------- Chart 1: T (R² = 0.9593) 📊 PRICE PROJECTIONS (Linear Regression - 504 days): Current: $27.72 +30d (1m): $29.30 ($26.56 - $32.32) +60d (2m): $30.79 ($27.91 - $33.97) +90d (3m): $32.36 ($29.33 - $35.71) 90-day outlook: 📈 Bullish Trend (+16.8%) Confidence: 95.9% | Valuation: FAIR VALUE ------------------------------------------------------------
Chart 2: NFLX (R² = 0.9435) 📊 PRICE PROJECTIONS (Linear Regression - 504 days): Current: $1.2K +30d (1m): $1.2K ($1.0K - $1.4K) +60d (2m): $1.3K ($1.1K - $1.5K) +90d (3m): $1.4K ($1.2K - $1.6K) 90-day outlook: 📈 Bullish Trend (+13.2%) Confidence: 94.3% | Valuation: FAIR VALUE ------------------------------------------------------------
Chart 3: PM (R² = 0.9410) 📊 PRICE PROJECTIONS (Linear Regression - 378 days): Current: $184.10 +30d (1m): $182.80 ($163.38 - $204.52) +60d (2m): $194.55 ($173.85 - $217.70) +90d (3m): $207.05 ($184.99 - $231.74) 90-day outlook: 📈 Bullish Trend (+12.5%) Confidence: 94.1% | Valuation: FAIR VALUE ------------------------------------------------------------
Chart 4: BRK-B (R² = 0.9368) 📊 PRICE PROJECTIONS (Linear Regression - 504 days): Current: $485.33 +30d (1m): $540.31 ($505.01 - $578.07) +60d (2m): $555.18 ($518.89 - $594.02) +90d (3m): $570.47 ($533.14 - $610.41) 90-day outlook: 📈 Bullish Trend (+17.5%) Confidence: 93.7% | Valuation: FAIR VALUE ------------------------------------------------------------
Chart 5: JPM (R² = 0.9344) 📊 PRICE PROJECTIONS (Linear Regression - 504 days): Current: $274.74 +30d (1m): $290.18 ($259.83 - $324.09) +60d (2m): $303.11 ($271.37 - $338.55) +90d (3m): $316.60 ($283.43 - $353.66) 90-day outlook: 📈 Bullish Trend (+15.2%) Confidence: 93.4% | Valuation: FAIR VALUE ------------------------------------------------------------
Chart 6: IBM (R² = 0.9327) 📊 PRICE PROJECTIONS (Linear Regression - 504 days): Current: $285.49 +30d (1m): $281.29 ($250.06 - $316.43) +60d (2m): $294.47 ($261.74 - $331.28) +90d (3m): $308.26 ($273.97 - $346.84) 90-day outlook: 📈 Bullish Trend (+8.0%) Confidence: 93.3% | Valuation: FAIR VALUE ------------------------------------------------------------
Chart 7: MRK (R² = 0.9288) 📊 PRICE PROJECTIONS (Linear Regression - 252 days): Current: $79.43 +30d (1m): $71.50 ($66.06 - $77.39) +60d (2m): $67.39 ($62.24 - $72.96) +90d (3m): $63.51 ($58.64 - $68.79) 90-day outlook: 📉 Bearish Trend (-20.0%) Confidence: 92.9% | Valuation: FAIR VALUE ------------------------------------------------------------
Chart 8: WMT (R² = 0.9266) 📊 PRICE PROJECTIONS (Linear Regression - 504 days): Current: $95.12 +30d (1m): $107.50 ($94.36 - $122.48) +60d (2m): $112.84 ($99.03 - $128.56) +90d (3m): $118.43 ($103.93 - $134.96) 90-day outlook: 📈 Bullish Trend (+24.5%) Confidence: 92.7% | Valuation: FAIR VALUE ------------------------------------------------------------
Chart 9: COST (R² = 0.9251) 📊 PRICE PROJECTIONS (Linear Regression - 504 days): Current: $981.34 +30d (1m): $1.2K ($1.0K - $1.3K) +60d (2m): $1.2K ($1.1K - $1.4K) +90d (3m): $1.3K ($1.1K - $1.5K) 90-day outlook: 📈 Bullish Trend (+31.6%) Confidence: 92.5% | Valuation: UNDERVALUED ------------------------------------------------------------
Chart 10: MSFT (R² = 0.9206) 📊 PRICE PROJECTIONS (Linear Regression - 21 days): Current: $479.53 +30d (1m): $526.91 ($516.35 - $537.67) +60d (2m): $577.81 ($560.09 - $596.09) Confidence: 92.1% | Valuation: FAIR VALUE ------------------------------------------------------------
Chart 11: AVGO (R² = 0.9050) 📊 PRICE PROJECTIONS (Linear Regression - 504 days): Current: $251.07 +30d (1m): $263.53 ($213.49 - $325.29) +60d (2m): $282.04 ($228.45 - $348.20) +90d (3m): $301.85 ($244.45 - $372.73) 90-day outlook: 📈 Bullish Trend (+20.2%) Confidence: 90.5% | Valuation: FAIR VALUE ------------------------------------------------------------
Chart 12: RTX (R² = 0.8980) Error plotting RTX: index 131 is out of bounds for axis 0 with size 102 Chart 13: MA (R² = 0.8979) 📊 PRICE PROJECTIONS (Linear Regression - 504 days): Current: $550.02 +30d (1m): $586.97 ($541.69 - $636.04) +60d (2m): $601.75 ($555.29 - $652.09) +90d (3m): $616.90 ($569.22 - $668.56) 90-day outlook: 📈 Bullish Trend (+12.2%) Confidence: 89.8% | Valuation: FAIR VALUE ------------------------------------------------------------
Chart 14: V (R² = 0.8940) 📊 PRICE PROJECTIONS (Linear Regression - 252 days): Current: $347.31 +30d (1m): $387.85 ($360.36 - $417.43) +60d (2m): $405.38 ($376.54 - $436.42) +90d (3m): $423.70 ($393.44 - $456.30) 90-day outlook: 📈 Bullish Trend (+22.0%) Confidence: 89.4% | Valuation: FAIR VALUE ------------------------------------------------------------
Chart 15: NVDA (R² = 0.8891) Error plotting NVDA: index 131 is out of bounds for axis 0 with size 102 ======================================================================================================================== 🟢 TOP 1 STOCK INSTRUMENTS - UNDERVALUED OPPORTUNITIES ======================================================================================================================== Rank Symbol Under% R² Growth% Price Upside% Window ------------------------------------------------------------------------------------------------------------------------ 1 COST 12.7% 0.925064 47.3% $981.34 14.6% 504 d 📊 DISPLAYING ALL 1 UNDERVALUED STOCK OPPORTUNITY CHARTS: -------------------------------------------------------------------------------- Chart 1: COST (Undervalued by 12.7%) 📊 PRICE PROJECTIONS (Linear Regression - 504 days): Current: $981.34 +30d (1m): $1.2K ($1.0K - $1.3K) +60d (2m): $1.2K ($1.1K - $1.4K) +90d (3m): $1.3K ($1.1K - $1.5K) 90-day outlook: 📈 Bullish Trend (+31.6%) Confidence: 92.5% | Valuation: UNDERVALUED ------------------------------------------------------------
======================================================================================================================== 🔴 TOP 2 STOCK INSTRUMENTS - OVERVALUED WARNINGS ======================================================================================================================== Rank Symbol Over% R² Growth% Price Risk% Window ------------------------------------------------------------------------------------------------------------------------ 1 INTC 24.4% 0.759318 -45.7% $21.30 19.6% 378 d 2 UNH 15.9% 0.822203 -95.7% $309.15 13.7% 63 d 📊 DISPLAYING ALL 2 OVERVALUED STOCK WARNING CHARTS: -------------------------------------------------------------------------------- Chart 1: INTC (Overvalued by 24.4%) 📊 PRICE PROJECTIONS (Linear Regression - 378 days): Current: $21.30 +30d (1m): $15.93 ($11.86 - $21.39) +60d (2m): $14.81 ($11.03 - $19.90) +90d (3m): $13.77 ($10.25 - $18.51) 90-day outlook: 📉 Bearish Trend (-35.3%) Confidence: 75.9% | Valuation: OVERVALUED ------------------------------------------------------------
Chart 2: UNH (Overvalued by 15.9%) Error plotting UNH: index 152 is out of bounds for axis 0 with size 123 STOCK STATISTICS: ------------------------------------------------------------ Total stock instruments analyzed: 50 Average R-squared: 0.8045 Best R-squared: 0.959297 Average annual growth: 132.1% Valuation breakdown: 🟡 FAIR_VALUE: 38 (76.0%) - Hold/Monitor 🔴 OVERVALUED: 2 (4.0%) - Sell Warnings 🟢 UNDERVALUED: 1 (2.0%) - Buy Opportunities Optimal window distribution: 21 days (~1m): 4 instruments (8.0%) 42 days (~2m): 13 instruments (26.0%) 63 days (~3m): 2 instruments (4.0%) 84 days (~4m): 2 instruments (4.0%) 126 days (~6m): 2 instruments (4.0%) 📊 STOCK TRADING SUMMARY: 🟢 High-quality undervalued opportunities: 1 🔴 High-quality overvalued warnings: 2 📈 Top trend performers displayed: 15 💡 Consider buying undervalued stocks with strong trends ⚠️ Consider reducing overvalued stock positions ======================================================================================================================== 🎯 BEST INVESTMENT OPPORTUNITIES BY ASSET CLASS ======================================================================================================================== 🟢 TOP 6 CRYPTO OPPORTUNITIES ---------------------------------------------------------------------------------------------------- Rank Symbol Under% R² Growth% Score Price ---------------------------------------------------------------------------------------------------- 1 IMX-USD 63.8% 0.801302 -100.0% 70.3 $0.004143 2 HYPE-USD 41.2% 0.831823 -97.1% 58.0 $0.000005 3 FARTCOIN-USD 37.0% 0.815053 31836.5% 54.8 $1.13 4 FTN-USD 11.2% 0.989828 136.3% 46.3 $4.42 5 BTC-USD 12.1% 0.936011 103.3% 44.7 $104.2K 6 TBTC-USD 11.2% 0.932093 103.4% 44.0 $104.2K 🟢 TOP 2 FUTURES OPPORTUNITIES ---------------------------------------------------------------------------------------------------- Rank Symbol Under% R² Growth% Score Price ---------------------------------------------------------------------------------------------------- 1 CC=F 29.6% 0.884219 86.5% 53.1 $8.8K 2 KC=F 20.2% 0.931892 70.1% 49.4 $319.45 🟢 TOP 1 STOCK OPPORTUNITIES ---------------------------------------------------------------------------------------------------- Rank Symbol Under% R² Growth% Score Price ---------------------------------------------------------------------------------------------------- 1 COST 12.7% 0.925064 47.3% 44.6 $981.34 ======================================================================================================================== 📊 OVERALL PORTFOLIO SUMMARY ======================================================================================================================== Total instruments analyzed: 171 Average trend reliability (R²): 0.7618 Best trend reliability: 0.989828 Asset distribution: Crypto: 92 instruments (53.8%) - Avg Growth: 829740.1% Stock: 50 instruments (29.2%) - Avg Growth: 132.1% Futures: 29 instruments (17.0%) - Avg Growth: 73.6% Overall valuation summary: 🟡 Fair Value: 84 (49.1%) - Hold/Monitor 🔴 Overvalued: 18 (10.5%) - Sell Warnings 🟢 Undervalued: 16 (9.4%) - Buy Opportunities 📊 Total charts displayed: UP TO 135 (ALL available per section per asset class) 💡 Sections: Best Trends | Undervalued Opportunities | Overvalued Warnings 📈 Chart type: Linear Regression on Log Scale (straight trend lines) ======================================================================================================================== ✅ COMPREHENSIVE ANALYSIS COMPLETE ======================================================================================================================== 🎉 Analysis completed successfully! Results stored in 'results' variable with 171 instrument analyses 📊 Charts displayed for ALL available instruments per section per asset class 💡 Total sections analyzed: Best Trends + Undervalued + Overvalued 📈 Chart type: Linear Regression on Log Scale with straight trend lines ============================================================
Found master dataset, starting ROC Z-Score analysis...
🚀 STARTING ROC Z-SCORE MOMENTUM ANALYSIS
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🔍 ANALYZING ROC 30 Z-SCORE MOMENTUM
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ROC Period: 30 days | Z-Score Window: 252 days
Processing 98 crypto instruments...
Progress: 25/98 crypto instruments processed
Progress: 50/98 crypto instruments processed
Progress: 75/98 crypto instruments processed
Completed: 88/98 crypto instruments with valid data
Processing 29 futures instruments...
Progress: 25/29 futures instruments processed
Completed: 29/29 futures instruments with valid data
Processing 50 stock instruments...
Progress: 25/50 stock instruments processed
Progress: 50/50 stock instruments processed
Completed: 50/50 stock instruments with valid data
✅ Analysis complete: 167 instruments analyzed
========================================================================================================================
🚀 TOP & BOTTOM 10 ROC Z-SCORE PERFORMERS BY ASSET TYPE
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🟢 TOP 10 CRYPTO - HIGHEST ROC Z-SCORES (MOMENTUM LEADERS)
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Rank Symbol Z-Score ROC% Price Status
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1 AERO-USD 3.80 284.5% $0.000361 🔥 EXTREME HIGH
2 WBT-USD 2.24 61.3% $48.73 🔥 EXTREME HIGH
3 MNT-USD 2.18 143.7% $0.122335 🔥 EXTREME HIGH
4 GRT-USD 0.78 21.6% $0.454301 ➡️ ELEVATED
5 POL-USD 0.63 2.2% $0.008241 ➡️ ELEVATED
6 WAL-USD 0.54 16.8% $0.000088 ➡️ ELEVATED
7 BCH-USD 0.54 16.9% $459.39 ➡️ ELEVATED
8 PAXG-USD 0.50 5.2% $3.4K ➡️ ELEVATED
9 XAUT-USD 0.49 5.2% $3.4K ➡️ ELEVATED
10 STX-USD 0.46 5.1% $0.002834 ➡️ ELEVATED
🔴 BOTTOM 10 CRYPTO - LOWEST ROC Z-SCORES (MOMENTUM LAGGARDS)
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Rank Symbol Z-Score ROC% Price Status
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1 BTT-USD -2.24 -37.9% $0.000001 ❄️ EXTREME LOW
2 GT-USD -1.95 -29.7% $15.13 📉 VERY LOW
3 FTN-USD -1.15 0.5% $4.42 🔴 LOW
4 KAS-USD -1.13 -33.9% $0.071349 🔴 LOW
5 RENDER-USD -0.93 -30.2% $3.19 ⬇️ WEAK
6 SHIB-USD -0.93 -22.8% $0.000012 ⬇️ WEAK
7 HYPE-USD -0.92 -66.2% $0.000005 ⬇️ WEAK
8 PYTH-USD -0.89 -29.5% $0.097212 ⬇️ WEAK
9 XMR-USD -0.87 -6.5% $320.66 ⬇️ WEAK
10 OKB-USD -0.84 -8.7% $47.85 ⬇️ WEAK
📊 CRYPTO STATISTICS:
Total instruments: 88
Average Z-score: -0.35
Z-score range: -2.24 to 3.80
Average ROC: -6.9%
ROC range: -81.7% to 284.5%
Z-Score Distribution:
Extreme High (≥2.0): 3 (3.4%)
High (1.0-2.0): 0 (0.0%)
Normal (-1.0-1.0): 81 (92.0%)
Low (-2.0--1.0): 3 (3.4%)
Extreme Low (≤-2.0): 1 (1.1%)
🟢 TOP 10 FUTURES - HIGHEST ROC Z-SCORES (MOMENTUM LEADERS)
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Rank Symbol Z-Score ROC% Price Status
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1 PL=F 4.16 33.6% $1.3K 🔥 EXTREME HIGH
2 CL=F 3.62 26.5% $74.77 🔥 EXTREME HIGH
3 BZ=F 3.54 22.7% $76.28 🔥 EXTREME HIGH
4 HO=F 3.32 25.7% $2.53 🔥 EXTREME HIGH
5 HE=F 2.92 22.1% $111.82 🔥 EXTREME HIGH
6 ZW=F 1.95 13.7% $590.00 📈 VERY HIGH
7 RB=F 1.72 11.0% $2.29 📈 VERY HIGH
8 SI=F 1.40 11.4% $36.90 🟢 HIGH
9 NQ=F 1.04 9.4% $21.7K 🟢 HIGH
10 RTY=F 0.98 7.4% $2.1K ➡️ ELEVATED
🔴 BOTTOM 10 FUTURES - LOWEST ROC Z-SCORES (MOMENTUM LAGGARDS)
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Rank Symbol Z-Score ROC% Price Status
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1 KC=F -2.32 -20.4% $319.45 ❄️ EXTREME LOW
2 CT=F -1.30 -7.9% $66.23 🔴 LOW
3 GC=F -1.04 -0.2% $3.4K 🔴 LOW
4 LE=F -1.03 -1.2% $211.07 🔴 LOW
5 OJ=F -0.76 -16.0% $237.60 ⬇️ WEAK
6 SB=F -0.56 -6.3% $16.35 ⬇️ WEAK
7 ZT=F -0.41 -0.1% $103.67 ⬇️ WEAK
8 CC=F -0.36 -4.6% $8.8K ⬇️ WEAK
9 ZF=F -0.36 -0.3% $108.25 ⬇️ WEAK
10 DX=F -0.22 -1.2% $98.25 ⬇️ WEAK
📊 FUTURES STATISTICS:
Total instruments: 29
Average Z-score: 0.68
Z-score range: -2.32 to 4.16
Average ROC: 5.6%
ROC range: -20.4% to 33.6%
Z-Score Distribution:
Extreme High (≥2.0): 5 (17.2%)
High (1.0-2.0): 4 (13.8%)
Normal (-1.0-1.0): 16 (55.2%)
Low (-2.0--1.0): 3 (10.3%)
Extreme Low (≤-2.0): 1 (3.4%)
🟢 TOP 10 STOCK - HIGHEST ROC Z-SCORES (MOMENTUM LEADERS)
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Rank Symbol Z-Score ROC% Price Status
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1 ORCL 2.47 42.7% $210.75 🔥 EXTREME HIGH
2 TXN 2.29 23.3% $198.68 🔥 EXTREME HIGH
3 AMD 2.27 28.4% $126.64 🔥 EXTREME HIGH
4 XOM 1.93 9.8% $113.96 📈 VERY HIGH
5 DIS 1.86 28.0% $117.94 📈 VERY HIGH
6 RTX 1.69 15.5% $147.32 📈 VERY HIGH
7 CVX 1.61 11.0% $148.64 📈 VERY HIGH
8 QCOM 1.42 11.3% $154.78 🟢 HIGH
9 NVDA 1.37 27.6% $144.91 🟢 HIGH
10 AMZN 1.35 16.4% $215.26 🟢 HIGH
🔴 BOTTOM 10 STOCK - LOWEST ROC Z-SCORES (MOMENTUM LAGGARDS)
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Rank Symbol Z-Score ROC% Price Status
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1 BRK-B -1.60 -5.3% $485.33 📉 VERY LOW
2 T -1.37 -1.6% $27.72 🔴 LOW
3 VZ -1.19 -5.0% $41.94 🔴 LOW
4 UNH -1.11 -21.1% $309.15 🔴 LOW
5 WMT -1.08 -3.2% $95.12 🔴 LOW
6 MA -0.86 -1.6% $550.02 ⬇️ WEAK
7 COST -0.85 -2.9% $981.34 ⬇️ WEAK
8 LOW -0.75 -4.9% $212.18 ⬇️ WEAK
9 KO -0.70 -2.5% $69.44 ⬇️ WEAK
10 CRM -0.59 -5.3% $258.77 ⬇️ WEAK
📊 STOCK STATISTICS:
Total instruments: 50
Average Z-score: 0.41
Z-score range: -1.60 to 2.47
Average ROC: 6.8%
ROC range: -21.1% to 42.7%
Z-Score Distribution:
Extreme High (≥2.0): 3 (6.0%)
High (1.0-2.0): 13 (26.0%)
Normal (-1.0-1.0): 29 (58.0%)
Low (-2.0--1.0): 5 (10.0%)
Extreme Low (≤-2.0): 0 (0.0%)
================================================================================
📊 DISPLAYING CHARTS FOR TOP & BOTTOM 5 PERFORMERS (5 YEARS OR MAX DATA)
================================================================================
🟢 TOP 5 CRYPTO MOMENTUM LEADERS:
------------------------------------------------------------
Chart 1: AERO-USD (Z-Score: +3.80)
📊 MOMENTUM ANALYSIS - AERO ================================================== Current ROC 30: +284.5% Historical ROC Mean: +11.5% Current Z-Score: +3.80 Momentum Status: 🔥 EXTREME HIGH 💡 Analysis: Strong upward momentum, 3.8 standard deviations above normal -------------------------------------------------- Chart 2: WBT-USD (Z-Score: +2.24)
📊 MOMENTUM ANALYSIS - WBT ================================================== Current ROC 30: +61.3% Historical ROC Mean: +15.5% Current Z-Score: +2.24 Momentum Status: 🔥 EXTREME HIGH 💡 Analysis: Strong upward momentum, 2.2 standard deviations above normal -------------------------------------------------- Chart 3: MNT-USD (Z-Score: +2.18)
📊 MOMENTUM ANALYSIS - MNT ================================================== Current ROC 30: +143.7% Historical ROC Mean: +7.0% Current Z-Score: +2.18 Momentum Status: 🔥 EXTREME HIGH 💡 Analysis: Strong upward momentum, 2.2 standard deviations above normal -------------------------------------------------- Chart 4: GRT-USD (Z-Score: +0.78)
📊 MOMENTUM ANALYSIS - GRT ================================================== Current ROC 30: +21.6% Historical ROC Mean: -10.0% Current Z-Score: +0.78 Momentum Status: ➡️ NORMAL 💡 Analysis: Normal momentum range -------------------------------------------------- Chart 5: POL-USD (Z-Score: +0.63)
📊 MOMENTUM ANALYSIS - POL ================================================== Current ROC 30: +2.2% Historical ROC Mean: -8.8% Current Z-Score: +0.63 Momentum Status: ➡️ NORMAL 💡 Analysis: Normal momentum range -------------------------------------------------- 🔴 BOTTOM 5 CRYPTO MOMENTUM LAGGARDS: ------------------------------------------------------------ Chart 1: RENDER-USD (Z-Score: -0.93)
📊 MOMENTUM ANALYSIS - RENDER ================================================== Current ROC 30: -30.2% Historical ROC Mean: +1.1% Current Z-Score: -0.93 Momentum Status: ➡️ NORMAL 💡 Analysis: Normal momentum range -------------------------------------------------- Chart 2: KAS-USD (Z-Score: -1.13)
📊 MOMENTUM ANALYSIS - KAS ================================================== Current ROC 30: -33.9% Historical ROC Mean: -3.2% Current Z-Score: -1.13 Momentum Status: 🔴 LOW 💡 Analysis: Normal momentum range -------------------------------------------------- Chart 3: FTN-USD (Z-Score: -1.15)
📊 MOMENTUM ANALYSIS - FTN ================================================== Current ROC 30: +0.5% Historical ROC Mean: +7.5% Current Z-Score: -1.15 Momentum Status: 🔴 LOW 💡 Analysis: Normal momentum range -------------------------------------------------- Chart 4: GT-USD (Z-Score: -1.95)
📊 MOMENTUM ANALYSIS - GT ================================================== Current ROC 30: -29.7% Historical ROC Mean: +11.9% Current Z-Score: -1.95 Momentum Status: 📉 VERY LOW 💡 Analysis: Strong downward momentum, 1.9 standard deviations below normal -------------------------------------------------- Chart 5: BTT-USD (Z-Score: -2.24)
📊 MOMENTUM ANALYSIS - BTT ================================================== Current ROC 30: -37.9% Historical ROC Mean: +1.0% Current Z-Score: -2.24 Momentum Status: ❄️ EXTREME LOW 💡 Analysis: Strong downward momentum, 2.2 standard deviations below normal -------------------------------------------------- 🟢 TOP 5 FUTURES MOMENTUM LEADERS: ------------------------------------------------------------ Chart 1: PL=F (Z-Score: +4.16)
📊 MOMENTUM ANALYSIS - PL=F ================================================== Current ROC 30: +33.6% Historical ROC Mean: +1.2% Current Z-Score: +4.16 Momentum Status: 🔥 EXTREME HIGH 💡 Analysis: Strong upward momentum, 4.2 standard deviations above normal -------------------------------------------------- Chart 2: CL=F (Z-Score: +3.62)
📊 MOMENTUM ANALYSIS - CL=F ================================================== Current ROC 30: +26.5% Historical ROC Mean: -2.0% Current Z-Score: +3.62 Momentum Status: 🔥 EXTREME HIGH 💡 Analysis: Strong upward momentum, 3.6 standard deviations above normal -------------------------------------------------- Chart 3: BZ=F (Z-Score: +3.54)
📊 MOMENTUM ANALYSIS - BZ=F ================================================== Current ROC 30: +22.7% Historical ROC Mean: -2.2% Current Z-Score: +3.54 Momentum Status: 🔥 EXTREME HIGH 💡 Analysis: Strong upward momentum, 3.5 standard deviations above normal -------------------------------------------------- Chart 4: HO=F (Z-Score: +3.32)
📊 MOMENTUM ANALYSIS - HO=F ================================================== Current ROC 30: +25.7% Historical ROC Mean: -1.1% Current Z-Score: +3.32 Momentum Status: 🔥 EXTREME HIGH 💡 Analysis: Strong upward momentum, 3.3 standard deviations above normal -------------------------------------------------- Chart 5: HE=F (Z-Score: +2.92)
📊 MOMENTUM ANALYSIS - HE=F ================================================== Current ROC 30: +22.1% Historical ROC Mean: +1.0% Current Z-Score: +2.92 Momentum Status: 🔥 EXTREME HIGH 💡 Analysis: Strong upward momentum, 2.9 standard deviations above normal -------------------------------------------------- 🔴 BOTTOM 5 FUTURES MOMENTUM LAGGARDS: ------------------------------------------------------------ Chart 1: OJ=F (Z-Score: -0.76)
📊 MOMENTUM ANALYSIS - OJ=F ================================================== Current ROC 30: -16.0% Historical ROC Mean: -4.0% Current Z-Score: -0.76 Momentum Status: ➡️ NORMAL 💡 Analysis: Normal momentum range -------------------------------------------------- Chart 2: LE=F (Z-Score: -1.03)
📊 MOMENTUM ANALYSIS - LE=F ================================================== Current ROC 30: -1.2% Historical ROC Mean: +2.3% Current Z-Score: -1.03 Momentum Status: 🔴 LOW 💡 Analysis: Normal momentum range -------------------------------------------------- Chart 3: GC=F (Z-Score: -1.04)
📊 MOMENTUM ANALYSIS - GC=F ================================================== Current ROC 30: -0.2% Historical ROC Mean: +4.3% Current Z-Score: -1.04 Momentum Status: 🔴 LOW 💡 Analysis: Normal momentum range -------------------------------------------------- Chart 4: CT=F (Z-Score: -1.30)
📊 MOMENTUM ANALYSIS - CT=F ================================================== Current ROC 30: -7.9% Historical ROC Mean: -1.6% Current Z-Score: -1.30 Momentum Status: 🔴 LOW 💡 Analysis: Normal momentum range -------------------------------------------------- Chart 5: KC=F (Z-Score: -2.32)
📊 MOMENTUM ANALYSIS - KC=F ================================================== Current ROC 30: -20.4% Historical ROC Mean: +6.9% Current Z-Score: -2.32 Momentum Status: ❄️ EXTREME LOW 💡 Analysis: Strong downward momentum, 2.3 standard deviations below normal -------------------------------------------------- 🟢 TOP 5 STOCK MOMENTUM LEADERS: ------------------------------------------------------------ Chart 1: ORCL (Z-Score: +2.47)